picpilot-server / scripts /image_to_video.py
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import torch
from diffusers import I2VGenXLPipeline
from diffusers.utils import export_to_video, load_image
from PIL import Image
pipeline = I2VGenXLPipeline.from_pretrained(
"ali-vilab/i2vgen-xl", torch_dtype=torch.float16, variant="fp16"
)
pipeline.enable_model_cpu_offload()
image_url = (
"/home/PicPilot/sample_data/image.png"
)
image = load_image(Image.open(image_url)).convert("RGB")
prompt = "Create a video from this Nike sneaker image,a zoom in shot , with a focus on the shoe at the center"
negative_prompt = "Distorted, discontinuous, Ugly, blurry, low resolution, motionless, static, disfigured, disconnected limbs, Ugly faces, incomplete arms"
generator = torch.manual_seed(42)
frames = pipeline(
prompt=prompt,
image=image,
num_frames = 60,
num_inference_steps=30,
negative_prompt=negative_prompt,
guidance_scale=8.0,
generator=generator,
).frames[0]
video_path = export_to_video(frames, "i2v.mp4")